Table 2.
Accuracies of the classification of negative spectrum data in the five-fold cross-validation experiment (%).
Group | BPNN | KNN | SVM | DBN+GD+Softmax | DBN+L-BFGS+Softmax |
---|---|---|---|---|---|
1 | 94.12 | 97.06 | 100.00 | 100.00 | 100.00 |
2 | 88.24 | 79.41 | 94.12 | 100.00 | 94.12 |
3 | 91.18 | 91.18 | 82.35 | 94.12 | 94.12 |
4 | 91.18 | 94.12 | 61.76 | 97.06 | 82.35 |
5 | 73.53 | 79.41 | 52.94 | 73.53 | 76.47 |
Mean | 87.65 | 88.24 | 78.23 | 92.94 | 89.41 |
Bold values indicate the best results.